mag-memory 0.1.8

PyPI wrapper for the mag MCP memory server (Rust binary)

mag-memory

PyPI wrapper for mag, a Rust-based MCP memory server.

mag stores memories in SQLite with ONNX embeddings for semantic search, exposing 16 MCP tools via stdio protocol. No external services required.

Installation

pip install mag-memory

Usage

# Start the MCP server
mag serve

# The native binary is downloaded automatically on first run.
# All CLI arguments are passed through to the Rust binary.

How it works

This package does not bundle the native binary. On first run, it detects your platform (Linux/macOS/Windows, x86_64/ARM64), downloads the correct prebuilt binary from GitHub Releases, and caches it locally. Subsequent runs use the cached binary with zero overhead (Unix exec).

Supported platforms

OS	Architecture
Linux	x86_64, aarch64
macOS	x86_64, Apple Silicon (aarch64)
Windows	x86_64

License

MIT